{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第5章 边缘检测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1 简介"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "边缘是图像中的重要局部变化，并且是分析图像的重要特征，通常出现在图像中两个不同区域之间的边界上。边缘检测的目标是识别图像中的突然变化，换言之，可以将图像中的大多数语义和形状信息在边缘进行编码。边缘检测最理想的结果是类似于艺术家的线条画，如图 5-1 所示。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"1.png\" width=200>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图5-1 边缘检测示意</div>\n",
    "</center>\n",
    "\n",
    "在本章中，我们将学习边缘检测的相关知识，并在测试图片中进行相应的实验。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2 图像梯度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在正式学习边缘检测之前，我们先来学习一些预备知识。\n",
    "\n",
    "学过微积分的同学应该都知道，一维函数的一阶微分的基本定义为：\n",
    "\n",
    "$$\\frac{df}{dx} = \\lim_{\\Delta x \\rightarrow 0} \\frac{f(x+\\Delta x)-f(x)}{\\Delta x}$$\n",
    "\n",
    "而我们知道，图像是一个二维的函数，我们将一维的微分拓展到二维，即微分方程：\n",
    "\n",
    "$$\\frac{\\partial f(x,y)}{\\partial x} = \\lim_{\\epsilon \\rightarrow 0} \\frac{f(x+\\epsilon, y)-f(x,y)}{\\epsilon}$$\n",
    "\n",
    "$$\\frac{\\partial f(x,y)}{\\partial y} = \\lim_{\\epsilon \\rightarrow 0} \\frac{f(x,y+\\epsilon)-f(x,y)}{\\epsilon}$$\n",
    "\n",
    "由上述公式我们不难发现，图像梯度即为当前像素点对$X$轴和$Y$轴的偏导数，所以梯度我们也可以理解为像素灰度值变化的速度。由于图像是离散的，上式还可以写成：\n",
    "\n",
    "$$ \\frac{\\partial f(x,y)}{\\partial x} = {f(x+1, y)-f(x,y)}$$\n",
    "\n",
    "$$ \\frac{\\partial f(x,y)}{\\partial y} = {f(x,y+1)-f(x,y)}$$\n",
    "\n",
    "在图像中，我们也可以近似的认为：\n",
    "\n",
    "$$ \\frac{\\partial f(x,y)}{\\partial x} \\approx \\frac{f(x+1, y)-f(x-1,y)}{2}$$\n",
    "\n",
    "$$ \\frac{\\partial f(x,y)}{\\partial y} \\approx \\frac{f(x,y+1)-f(x,y-1)}{2}$$\n",
    "\n",
    "不难发现，微积分在图像处理表现的形式为计算当前像素点沿偏微分方向的差值，所以实际的应用是不需要用到求导的，只需进行简单的加减运算。\n",
    "\n",
    "除此之外，梯度的模也是一个重要的概念，它表示在其最大变化率方向上单位距离所增加的量，数学表示为：\n",
    "\n",
    "$$G[f(x,y)] = \\sqrt{(\\frac{\\partial f}{\\partial x})^2 + (\\frac{\\partial f}{\\partial y})^2}$$\n",
    "\n",
    "\n",
    "那么图像梯度和边缘检测有什么关系呢？我们知道在图像中边缘部分往往与周围的像素差值较大，即边缘处的“梯度”比较明显。因此，我们可以考虑使用梯度的方法对图像进行边缘检测。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.3 边缘检测算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "边缘检测算法通常有三个步骤：\n",
    "\n",
    "1. 滤波：边缘检测算法主要是基于图像强度的微分，但导数的计算对噪声很敏感，因此我们首先对图像进行滤波，以此来提高边缘检测器的性能。值得注意的是，大多数滤波器在降低噪声的同时也导致了边缘强度的损失，因此，增强边缘和降低噪声之间的比例需要进行权衡．\n",
    "\n",
    "2. 增强：将图像中强度值有显著变化的点突显出来，这一过程通常是基于图像梯度的模实现。\n",
    "\n",
    "3. 检测：确定计算图像中的边缘\n",
    "\n",
    "接下来，我们将介绍两种不同的边缘检测算法：Sobel算子和Canny算法\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3.1 Sobel 算子"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sobel算子是整像素图像边缘检测中最重要的算子之一，该算子包含两组3x3的矩阵，分别为横向及纵向。两算子的数学形式如下：\n",
    "\n",
    "$$G_x = \\begin{bmatrix}\n",
    "   +1 & 0 & -1 \\\\\n",
    "   +2 & 0 & -2 \\\\\n",
    "   +1 & 0 & -1\n",
    "  \\end{bmatrix},\\quad\n",
    "  G_y = \\begin{bmatrix}\n",
    "   +1 & +2 & +1 \\\\\n",
    "   0 & 0 & 0 \\\\\n",
    "   -1 & -2 & -1\n",
    "  \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "我们选取$X$方向的Sobel算子，将其拆分为：\n",
    "\n",
    "$$\n",
    "G_x = \\begin{bmatrix}\n",
    "   +1 & 0 & -1 \\\\\n",
    "   +2 & 0 & -2 \\\\\n",
    "   +1 & 0 & -1\n",
    "  \\end{bmatrix} = \\begin{bmatrix} \n",
    "  1 \\\\ 2 \\\\ 1\n",
    "  \\end{bmatrix}\\begin{bmatrix} \n",
    "  +1 & 0 & -1\n",
    "  \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "前者是一个高斯滤波器，而后者是一个差分。我们将后者带入图片中，即为：$f(x+1, y)-f(x-1, y)$，可以近似看成是$X$方向上图片的梯度。\n",
    "\n",
    "Sobel算子是高斯平滑与微分操作的结合体，其抗噪声能力很强，用途较多。我们将Sobel算子与图片进行卷积，即可得到图片在某一方向上的边缘。接下来，我们将编写相关函数，测试Sobel算子的性能。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "from utils import *\n",
    "img = Image.open('lena.jpeg')\n",
    "img = img.convert('L')\n",
    "img = np.array(img)\n",
    "\n",
    "kx = np.array([\n",
    "    [1,0,-1],\n",
    "    [2,0,-2],\n",
    "    [1,0,-1]\n",
    "])\n",
    "\n",
    "ky = np.array([\n",
    "    [1, 2, 1],\n",
    "    [0, 0, 0],\n",
    "    [-1,-2,-1]\n",
    "])\n",
    "# 展示原图\n",
    "conv_x = conv_2d(img, kx)\n",
    "conv_y = conv_2d(img, ky)\n",
    "conv_x.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JMgPMTDTNVtXsEYzzceCaqvrgYe3nAVur6uJh+5XAc6vqkqXGc6JK0qPSEKCLhmiSm4ATF9h1WVVdN/S5DDgIfKjrvAxVSetSVZ211P4krwZeCpxZC1+yHwA2TWxvHNqW5Geqko45SbYCfwacW1UPL9LtNmBzklOTHAdcAGxfbmxDVdKx6B3A8cCNSW5PcgVAkqclmQMYJrIuAW4A9gAfqardyw3sRJUkNbJSlaRGhqokNTJUJamRoSpJjQxVSWpkqEpSI0NVkhr9D6KO0P2PZnuUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x轴\n",
    "conv_x.plot_kernel()\n",
    "conv_x.plot_conv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K2LFc20t+p3rTTTdl2pOVpKNVVSvOnCQzwMxE0WxVzR5Ft78FXL1A+UZg/8T2AeC5yzXmRJWkR6UhQBcN0SQ3AicvsOuSqrp2qHMJcAj4QNd5GaqS1qWqOmup/UleDbwUOLMW/pL2ILB5YnvTULYkv1OVdNxJsh34E+Dcqnp4kWq3AluSnJbkBOB8YOdybRuqko5H7wBOBG5IcluSywGSPC3JHMAwkXURcD1wD/Chqtq7XMNZDz+2laSxcKQqSY0MVUlqZKhKUiNDVZIaGaqS1MhQlaRGhqokNfpf4x/KHXW33PAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# y轴\n",
    "conv_y.plot_kernel()\n",
    "conv_y.plot_conv()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3.2 Canny算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "虽然Soble算子简单好用，但检测图像边缘仍然受方向的限制。因此，接下来我们介绍另一种常用的算法：Canny边缘检测算法。\n",
    "\n",
    "Canny算法可能是计算机视觉中最广泛使用的边缘检测器，它通常通过以下几步加以实现：\n",
    "\n",
    "1. 图像平滑：即抑制噪声；\n",
    "2. 计算梯度幅度及方向；\n",
    "3. 应用非最大抑制；\n",
    "4. 利用滞后阈值法来检测边缘。\n",
    "\n",
    "我们将按照其步骤分别进行详细介绍。\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3.2.1 图像平滑"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于边缘检测对图像噪声非常的敏感，因此在进行后续的操作之前，我们需要先对图像进行去噪。结合第3章中所学的知识，我们一般使用高斯滤波器进行去噪。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from time import time\n",
    "\n",
    "kernel_size = 5\n",
    "sigma = 1.4\n",
    "\n",
    "img = Image.open('chong.png')\n",
    "img = img.convert('L')\n",
    "img = np.array(img)\n",
    "# Define 5x5 Gaussian kernel with std = sigma\n",
    "kernel = gaussian_kernel(kernel_size, sigma)\n",
    "# Convolve image with kernel to achieve smoothed effect\n",
    "smoothed = cv2.filter2D(img, -1, kernel)\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(smoothed, cmap='gray')\n",
    "plt.title('Smoothed image')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3.2.2 求取图像梯度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当我们获得了平滑后的图像之后，我们可以利用类似Sobel算子的方式来计算图片的水平方向梯度$G_x$和竖直方向梯度$G_y$；接着，我们便可以计算图像中每个梯度的大小$G=\\sqrt{G_x^2+G_y^2}$，其中梯度的方向是$\\theta = {\\rm arctan}(\\frac{G_y}{G_x})$，梯度的方向通常垂直于边缘方向。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def partial_x(img):\n",
    "    Hi, Wi = img.shape  \n",
    "    out = np.zeros((Hi, Wi))\n",
    "    k = np.array([[0,0,0],[0.5,0,-0.5],[0,0,0]])\n",
    "    out = cv2.filter2D(img, -1, k)\n",
    "    return out\n",
    "\n",
    "\n",
    "def partial_y(img):\n",
    "    Hi, Wi = img.shape  \n",
    "    out = np.zeros((Hi, Wi))\n",
    "    k = np.array([[0,0.5,0],[0,0,0],[0,-0.5,0]])\n",
    "    out = cv2.filter2D(img, -1, k)\n",
    "    return out\n",
    "\n",
    "Gx = partial_x(smoothed)\n",
    "Gy = partial_y(smoothed)\n",
    "\n",
    "plt.imshow(Gx, cmap='gray')\n",
    "plt.title('Derivative in x direction')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(Gy, cmap='gray')\n",
    "plt.title('Derivative in y direction')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算梯度以及方向\n",
    "def gradient(img):\n",
    "    G = np.zeros(img.shape)\n",
    "    theta = np.zeros(img.shape)\n",
    "    dx = partial_x(img)\n",
    "    dy = partial_y(img)\n",
    "    G = np.sqrt(dx**2 + dy**2)\n",
    "    theta = np.rad2deg(np.arctan2(dy, dx))\n",
    "    theta %= 360\n",
    "\n",
    "    return G, theta\n",
    "\n",
    "G, theta = gradient(smoothed)\n",
    "plt.imshow(np.uint8(G), cmap='gray')\n",
    "plt.title('Gradient magnitude')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3.2.3  非最大抑制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们能够看到从平滑图像的梯度中提取的边缘非常厚且模糊，因此我们需要使用非最大抑制进行下一步的处理。此步骤的目的是将“模糊”边缘转换为“锐利”边缘，这是通过保留梯度图像中的所有局部最大值并丢弃其他所有内容来完成的。\n",
    "\n",
    "我们先将图像中每个像素的梯度方向四舍五入投影到最近的8邻域（即将每个梯度方向变为$0^{\\circ}$、$45^{\\circ}$、$90^{\\circ}$ ... $315^{\\circ}$）等。接着，将当前像素的边缘强度与该像素在正负梯度方向的边缘强度进行比较。 例如，如果梯度方向为南（$\\theta=90$），则与北和南的像素进行比较。如果当前像素的边缘强度最大，则保留边缘强度的值，反之，删除该值。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"2.png\" width=200>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图5-2 非最大抑制</div>\n",
    "</center>\n",
    "\n",
    "例如在图 5-2 中，$(x,y)$点在边缘上，因此我们可以利用$(x^{'}, y^{'})$和$(x^{''}, y^{''})$点来判断$(x,y)$的梯度是否为最大值，如果是局部最大值，则保留，反之，则判断该点不是边缘，将其值置为0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def non_maximum_suppression(G, theta):\n",
    "    H, W = G.shape\n",
    "    out = np.zeros((H, W))\n",
    "\n",
    "    # Round the gradient direction to the nearest 45 degrees\n",
    "    theta = np.floor((theta + 22.5) / 45) * 45\n",
    "\n",
    "    theta %= 360\n",
    "    out=G.copy()\n",
    "    for i in range(1,H-1):\n",
    "        for j in range(1,W-1):\n",
    "            angle = theta[i,j]\n",
    "            if angle==0 or angle==180:\n",
    "                ma=max(G[i,j-1],G[i,j+1])\n",
    "            elif angle==45 or angle==45+180:\n",
    "                ma=max(G[i-1,j-1],G[i+1][j+1])\n",
    "            elif angle==90 or angle==90+180:\n",
    "                ma=max(G[i-1,j],G[i+1,j])\n",
    "            elif angle==135 or angle==135+180:\n",
    "                ma=max(G[i-1,j+1],G[i+1,j-1])\n",
    "            else:\n",
    "                print(angle)\n",
    "                raise\n",
    "            if ma>G[i,j]:\n",
    "                out[i,j]=0\n",
    "    return out\n",
    "\n",
    "\n",
    "nms = non_maximum_suppression(G, theta)\n",
    "plt.imshow(np.uint8(nms), cmap='gray')\n",
    "plt.title('Non-maximum suppressed')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3.2.4 滞后阈值确定边缘"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在非最大抑制步骤之后剩余的边缘像素许多仍可能是图像中的真实边缘，但有些可能是由噪声或颜色变化引起的。区分这些的最简单方法是使用阈值，以便仅保留比某个值更强的边缘。Canny边缘检测算法使用双阈值，即强于高阈值的边缘像素被标记为强，而弱于低阈值的边缘像素被抑制（即变为0），两个阈值之间的边缘像素被标记为弱。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kMNlO8O1qutXIOXFLp2tJwI1qLhLJs5xNtFoDmr2GRnyVkozmwkq0h2qZlHzUueAIl+0En0VGF/Xoaco1M0tO6bMdKGdAIxA28rxEe2KhRbVo0s9H+7JM8I2oqqu1hRTJ9miXlQq4HhO3BLWslVH5ndglLYZCSctrCcDaGIysoy2/ev4smkmuH9KaV+uA4R5AsY+lRO1EXiV8OJuEMyatHDdLrNw3pUMxNVtT37aWW0Rd8O20MGJGnaez6qtt6FiI5spvReo0hNcKk5oirON7R9so0T+Le2TU/5sTfqXcvfg+DQVBVfD12O+t8mZsGq00hxqS2m/JpKgtMk6bSkGXdEHnBG3tdw24PkxuhFFrjWho/lrPU+Y1TkOhrLv0vpYCxe2fusYnffpZPAktIbEZe8aYIlgpuXWSjKb45Moq/T5anmWoOXbx7xr9yx3ovXO8/ItIqQ2f7RCfrV1aZbdxaK0nSWFYKt/afI72mdKn1JRNhV/t+REZENeVuVYsUE3j46jGlHJm536dwU8j4afkjPvKKP3R15oppS30tMseQbNdqaBLc+0oa6jXDVESes2ytDS+3AmQu0Ytg/usFtL1j5anOR65eTuoCZfR/rTKb7XBmYeF+ShpfUs0vqNBuZ9HtLfZmp80cYRRoh/aiy2dN+oJ3kstcMINVFCR7Iu1srTLqGUFaNabtiH+n8KUb2fJLeSUGWaIBKUoKrXdPZO0ipzGHpswpehxSq/Gn7ZDEsuH52qrhoMFq6zm5yuhpvGxbW68N+esVIakP6h2nVMXt6+WN12OY1GlC4uSolAzl1eQao2S2orUhrd0OFIDG/GekWo3R5kwk86Si+xQqXV41qDudOrOoKblteY4Zy6vEIBXm9NZ/Z0xp5SyOX1V1fhavoEVjGhxvX45rgbZi5TfsEYpshbXnxN0x/VaOTXisnP1pP3O/U5xufRyRqE60yVBifrWXGTUcg7UfXw5M2flAumtW6LtmiaMlbFNhXwpzSElp0nWfk+fzQnX3PXaZz2sNt1XM8MCq81VvKc4vr6p7+pK+VNWbe4VkcTSfdTAwixqEdf4s1Z6TElDrJH6HdM2UIQeV1uOfZ69Yz9DQ5ekthY1+1ESZiN1qmp8Gnb/DJOCqh1Q2zKiZa7yh3GpaWilcUq1wVaZmlotp8zRNThi8sfPz94HLa1rRpuk2O6PDWmZiVYmrKQF5e6x1O4aEsEqiUNAQmCMHkLUOWtpOBbnXXM9UrMGqGwn+DRoaSczTNzYbGohvQg0SQVWzedb69fBqIY0Epzqrf8og2MS53xWvX2XWhO1smrzXCuPem+O2CXCLWNqcONs9Ji/VsdDU2jWTN3jevpZ+uyIT3RlQGuEUQ13pptkVHgBjI03t5/Lv51lZyjCQnLztCKfWsJrpSY5q+5erW7EdNVmdO31RMOpkVXpQyVXb1j1rq5TTu7siZDVIogtM4TyWelZq1qqJBLR2XhMYz/sqjGUFCqcCLt20K+nXSlTBJ+FqGRvGxoaMbkc6YXP8UNK+LZWYUno5jZaKizje6S1/Z6UG4m6c31s3S+1dlp9jv3DnP5OMXVnmiuWNgoA31xIVHUAGH+9jrsBLY6jFqvNeIB2cC39rOXyKJXT0z7q2p1p8jPM7bWm7kwn6w5worJSJ7aTZ+XYxAdc7XDKrYlYC0u1TKm9xh0bSt0SQq/2OVWwTktn4Wgb3Gfi+2ef4KXTuJWikT6reTBoj8nq6OfOjI6ZxkHJEcKtVBvptVEqh1u+ueDGiJPZCtyoYO45jiCkClcNRnLMWuU68ykJqtp8UAJy0u0rfU61Ls0JPi7poK/U9nqoaYazzdyeCKSW455jIaTBhN42OGVBVdO0pKwWyvMUXzaFrQWfhrYxOnnaKv0olBNzRn3HtdFDK950NXOr1Q4t39NV6NmHuflvjaNUlsXWr6xpCIdZGuPK3K6cX3JF1F1K2JSijDEc0623HPd18shlL/SOHTseMCOd5WykQQmuEJmRXjKadjCKlBAoBYB2Ey4uFOdBSWfZWuMrobW5tRz5u6IpXHNjzc0MsDRPNT8Yx29lqU8crOWGnlLw9QwwNSmyVRelbu0FsFrb0wrKSLdfUpOm0pOiJUEtMb6WViU1Dxr96Ll+sHVwQ5LWYFH8SBS/UY8TXDI3S+r+XqFx/J/+nP7rbdeBhQNIG2qyck6YlTTpNJ1MMiFaAmq6SrMc9/GNmUbaZpW2VsItn3q/hna5su4ZZUug6Qft7bvkmLXyDBN/e7FS1/gaUHOLtE5FbVOMmy9nedNzsaTJSJFqbNJlW6CWU0jFBd+NnsGMBYGm8NPcoJyyqdrWiICckQR7RoGnCXVMS64KSYHZ2qfUuT1lcINDLRAAUP9CgZSRCZaMhFLvBaC3ueXjjA+AEXJ5hrU2lMqg1DGTWdHZ0VSp0pzm5iQ9+FfRs3dMCr5Z6QilxU8VerMmW0OgzhSy1PIOanl7kvXO3Kwz18qIFm/FnOXQk/JkUvDNMBtrfpCeCO9qNAMaOaQjzdS5oObDafkjV6fTrELj8JSEO5YmBZ8ms/KJJKHUtTJvr4eS6XSQplQcn8XXc2XWrsesjk5qskMbpei1vk4t+Fp+CcrzMWdZUKv6URNMtXnp9e1J+2GlsdQWLpppMxx6rcPTCr5R31ZLQFrxD9XymjTbSMmgT9s1ezx7UoHOgvb8WxHacSL85U3dWtDCyoRJ0TL5ctdGU00oke6amdqjSc+Yu1YAZTfBeMb1ntLbv63f3CiF4kejoAezF43WQu3tU+m5o53x/7mytV0FjbV7z3hqvPVBSQUpjcEMoaQRebciSClruvbmxuk0PgmhZ2VyJdEy++Ix0xR0uU3X26eaxjoyTpRDeDet0RpSiolZwdezCC2kaKyg1x/ZG1BItancc9Y2+KhvtyTIqON35kNVCkrwq7b2OJgRfKlZQrn/bMw2S0a0tNm5jjMERi1CqHmojiQcnwXq4S1lbpsQfPHEc07Gs/ovRuH0JTXPelJAZmgzs+aHU4dUe3L+0xKr9odGeQe5/V+qW6oNJgRfj+9ml0nlQl34MZzxq22c7ghZx3NnOmhGSMdB0ifYCv70lsdxG7TqawXItDAh+GKsbAaJjdk7mVw/E7f+FQttlF3ayWXEZcANrJSeTeujRKupUPs3e35NprPUhE7Phu0VYlay01eimfc3CkU7vuq8zaaUr0lNIUqfFWrTudJZZgg9bj1nYlTgzzowrjo/1hixbA5mz6U5wdfS9rjXesPf1k1B6fbF5VG1qNLC1R4zat9ntMPq+pjByBpMk+BnY07wadAjSEdRVN8fVS5FGNXKotybPtcSkJxyVj3v9GNdMWhhSvBRfHsa5Wokm/YIIm7Z8e/UekbaY2Wxx2PLfcUsLcPhIbUGVo//9OBGLWIp5aguRaVyAm71BHAYDdKsMP3SdIVSO1pzNNqH3ebaKlJa+oz5MB/c0BiEuEypdJLcfTGrNlavX1SrLTHUOaBeTwWgC7S9WJW+kiIm+HILMv49/ix9jjII1FOCqu2V2t771kOp/haUnL2cT63WL2qgotSeA6qPUDKw0dLwar9T1mCurrMjqfFTFQLrY95t6pZOdqoqqxGV5PrVaqZZb91p/a12jCwS7kaXfD7XZ4257H0+x6xgjJXNHTOrTZSDfBY1U7dL8I3640YmoddHmLsfQM5kku6z1kKtaeLUoMiBRXMzPQAl/INnRHN9tQKUs+ahJvi6/qB4r3Zz3C8p9LiRvbiNI+1otStXH6dsrhCq3ZtqwLmyqZpl/O+41nPg9F5v3Z8zu1tzzR1P6n0l144UkmVJ1F9TSqwdPk0fH1ewrUDChOHWx/GFrYTrE+WWI933Xj8r5xltgVHb5JbWyqjW11KA4s8t9RuAIPgkzcpSeSPMctjG1AIoo5FeymKitKl0T62+XHk92lBtzeT8sOkzLVPpuIfqT07R3IQjAliiXaW1mAsK9R4AuT7mLLHc51Yga3ylhclZeFYHYRTKph0pt+aXo9bbE63t1YQpAlZC00j/pzKi6Ui7cUbcRq36R4Qbtb64rvRzy/udFNzInSKcU03KFJ3l7M9dL93TGwWu1cm5bzSym5ZldbHOiBqXxjL+TKIebtlSAb2eNpYEs9V1ElMLblQ1vpZ5QqiYdf8KWqdi3PeW9ptSM4kp99fals5N+gx3kVoWeiPUhFntvvRnzTa10BJ6PZxljZASmEckPVczLJlwqwd8pP6cbyotuxSx7qmX6/Dn3FerT4veceAKMwlfbzyXknVp0aPtnYGqqQsAYdYEzTjBUuHaY7qXyj3IbQRu+3qeLZVTKz9m9UbMHXxS8yNNb1BlF626NObUAJqVPnabulYYHcz0BJZy+raCDhxtN75fa/FYFSQxIwfHCBSN29phoUm6FjkBTEvCr4T6t7NYGASpzU4RUNRT8UAiwNGCa8pq+rY0nfGjaAs66bZLz1duXfasHQt7HmCRxidlBkgN4ogfTSKaRS2jtNla/rXSouWQBkY0NlSuTZx6tDZWrkzpOjTK48xxzYTNfV76rNQW7jMrURN8PUEQTQdqqrJTHNBx26ikdRyfjQYZRhYTN8B0/Jx+3hI4Of8cte8cqMKPIyAlfLwlgRJfkxbaPXNb+3wkkGRJ22sx1cdXG5TZvqcZ5hJX4x2pb+S0zpGe4KWoe+kZ7Q1AOShb7ZGMeteEnjacAylFas52EnoAQoJPKvigwSyH9IjgHomiSS24Vhkcja9Hy+OMX89Y5wSlpjbYGqcZWl+PL/kqiAi+kVNTw+ErHcRIPz+utXxCHEGRQ0IbGW0Dpz0SGiZH2PfWIc2oAO6FemBKzX+rLbtoewCdX0vFITb7Rh3bEu3g3Hs4+lOHf2+b43K0/F8pFBOMo2XtjoV+SAq/ktCjlN9ag/F6pbSDc/9qVH186Wky2w8wcppJnYASArMGRyscadPM01wiil5iJ62kBEXTk9DyKMGa9H4XfDDmV+khlzYxU6PMnbYj2qHGprduklA11NV9GF1fFJ9by+eaa49E3SOsnhcqQwnMrSitxCBQ6sgtwlHfV6tNaX3cMqnpGLl6erAQUW/VY10oA8w/UClw04w067U0PmH3V9YotAINGnXVBC+1jIOa760k2Dl11bQ9TmCBS27TlTbiSN0j+Wfcui1saoB623Nuphnt2cXcnfIHxUdTPTQmrRVlrk1iel2iX63yNAJDcV2U+jn1UbVwKW2kZ41Ja+gzoWrPUlkOM+qRpqbxiQs+aVVXw2QdNXNHN1dJC+KYvjnBmZbZ2760Lg7c5zTWy4G1jTgCt18aJmdpLVsd5ymmrtZAS5TRayJKQPGB9JyoUqZ9TnttCevcs5S25PquEcApYcH/1Hsw1J7RsAaopK4ey4IwZoqpOwLVcSuptYy0p3SflAk52i5p0vWzatFbEGoHpT0loaGn9fT6mNN2aJrDqzh1cGN2hJBjjuZ+72HmouKa3JYWuwVN7mhHa94lBI1kedy6pSyOVXQLvtHNqLmZNczZ3ELjRmI1kTAzqM/HfdeeR2rZqzXNtA2a7ZHQ9A56orAcv7RVyH9zY5Yvpjc6Fz8zovKXnm85dS2YfKN1cp4fGesWx9iu1mJyAiZdJzPamFvfkntyV+E1QrfGpxW1TbUJyvOj7elN1Rj108wOtNSwdHpLR+kpqR+1dszS5HKUDtje9UYZA+tatgTN4AbVSS9FT9h+hlmhVa8Fp7ykg1uinKOsWmRZytSL67IwFwdx/zXb1buOaxkAVqgFN1jfzhJ3VltbsSD0Su2QqDcNEEiPZ6/fZgTJuUg3/fFZOl7SlsdKX2HqN40/0xJ6vVgXei2apm7ODJVSvWO4C09b8M5KEcj1O6f1chdZS1vKfS7BrA0hffCsoDTP6WfUsnrcNZx7a2bybgKQrfGlrHCwjgpb6qSPmACpr7IU/CgFUtIN2aMVHvXGbcr5UK0uWo0NNeqXlSR34PUI4t5xkvDl7Sj0ADq+iLS0UWeYvwDzBrpk4tZ8fqVATSxwRseI+nwq7OJntbWyuK+9fdZaSytMtLgvDZ96V/m9Qi/1bVLuz7keLAXpqKi8qzuyqGYsSuk6Us1pZR9qQYG0faV7tf1JLQ2idQ+nztZYaKIdGJNgh9VAGbAAAAeOSURBVP3ai1hwo1LBJ3/e9QQo0dJYcubJrIWQtqu0CNPPUjM7daKPzF9pvFLNs1THqM8tNe9XkfOFawvdnnnrnW/rbpIWYhqf1Ok6a8FKR2ZnUKpP8tQu/cwtp7f+XihlzNLEAXRN6tIhNerzHvEtrj5octQ0PvPfx6fFqJm3ctK1nP4lX+Dx8+w29VBrh3YbZws9K2Va3N8ABgRf1JC0/Hs+71mwqzacpY0OIOcTi8ui+i6tjEUJrY2Zc/Fo+SZ72sU5xDn374IZwRc1KK5jSPD11t+j1qdYWSja41MzhQHWv8a1EitrM91HEiYwtW7tOnoxJ/gOZk2OFlY2oLbpe/yeskLgcevXnKNadHw2Ev5fC/2QxKzgW0lrkmtm3tkWSA0rQYOeurQOhAOpsq2sJyvtkKIm+ETSWSwympIBcG/S5op0FQ4j/a3BORxmUNJCW/0fSdk4fj7WwWjKjTSUvlHusdQnbbYUfBKTWLueLuyWyWeBVYuWI3yk6+UcRiM+3VjgSVNLA5MkPsRL7bgSWwq+2RrGsSisL47Z7VspbGuBsNY9XDRSR9KfR+pLg021+0plX0nbA1gk+KQ3qOaGz0XMnE+Ral0rD4fRYMOhEWnOdap5pdbEyPhx01dyn1k/3KVYIvioJxS3PCq99VoXehbM3dXC72hDSs3ES4WQpFmb0/ByfsIRDZU73jmzNz4wVs/fDLY0dUexLsB2I5fXN3vz1Oqr+dEOASSt5eWCYpxntSkJ97NFdkuICr6znBQ5k+MKi0GCXERcuvxSrhrFf5W2SUrg5dYLp8xebXN0fFON1zU+JtzB6h1cbX9euolc4NHJaX6SG6nmm2o9k9vgcZt729Kr2Um6eUbW6FXX99AfFK9pRa1Ez5EB11THz7IQVpksUn6rmJJWxik/jc6viPhKJ8CPBnNqZZ6doT8oDlCeeOkARq5s7XJ3juRaavOID61H6NXM4dVYaUfKzmu9h6rgk4jySJ9Izj7Ecz+yjrhCLK1LY/1ZWs+jbbHUl1lU39UFgGBhUK52GkmRbvhVB9BIdDPnPmn1Sdr0S+scLU86IVrSbD4TofddXSsDwTGbJaJcx/+7R7fS+VsVsctpYL3jWxJ6cZmWtTupOZAWyFeJ5h5c9ttZYtJFdGYNc1XfUiFV09JKml2MRKAgDQ7MHJszaljWqGl8Q1Hd3ckJvNH0AOus7ltOAFI1jZy2J5GOMit1SSoKqxHNvRqu8UWcfUFZ6Be3DS1NkFpGz3PSSLbDwlxaxzW+G5RoYPz/2bDUr1Y6CsC9ybmcjb7CdG3huXa2uMS7uj2O9LM6eq0Hb9I2UQIWpX7MdFtYHEunzCUE36rXiayyWmOgaN6x9t0Seod2J6Hhac29xcjwlbmE4APof2n8jNSipZrUAhKj7VgdlGrVLZnCQqnPqXMZwcdB83U7K8zW+moR3N6gksSbRbnyrGK5bbuxveAb9VWdWbhRmLWZpINK0tqP9joYEdDW/bI7sn1UVyIfKv3d+skvgYVk7R4NL8byGxopEmvq7GtyJttrfC1KJ2QuenjFhTXDrM8lC3Ofj/2DGv68GUKvJ7MgHjtHju01vtJmai2UKwq5lBlvqrhDfgwfMx1MvblRy8eqPSOdCW8p8VWDUv8sab2tOfC3IJwWtTc3zJi6OVOGksPFrYPCVTaBps8sLrvHTJuVnjLDhHQz1R6mND4KI+96Uu+7igZQ+pIGiXJ3fZ9WmrP2awe20PiocBdQz4K76iJN34AYhVKO1BsXljlrv3ZmO8GnRe5thiuaKNKvVpVIv4hgxWuFM+bXhZ5NTAm+4/TnLMjWvdSyctHHqy7aGf2WzL88PpNcN6Nc+fDcAVOC74CiKVC+tSN9prfOsyL5NUkzNnrLJJ7hBuGWfcV1tQOmBN9h8pS+mui4J76XWm4PVz2tudpTGhyhvLDfG+ntSXlynBRTgi8mNT17M/5H6j/7ZmpE9FllzPr2G6k5OfvcOnVMCr5Yg+D66GoCk1qehNDr8VdagfoVS7l3nSk+155ARq7c3vHdcU4cWcy+ssbx3ZVM5J4yS/X0+o/OvMnSMaEKTA7Sfr0zz4dDx6zgi0m1uNL7n9JmkMS7rDt860mtHACaEKfW2WNCS+cVupnrmBV8tS8fqL2/KRmp1GS0rRL+OS61clvv1FLhvE3iyelOL2YFX0wuuXh2vRJIflNJrAn1mHsUTXZ2IOFoV+q7K+Xtaby66FwDc8ENqoO85xqnDZImVkxN4OTSeHrLaj036wDhRnpzb3TkhB4HF3pOikmNj2JSnS2fKyf0NPoi7Q6omaQ1dwVAXgBL52a60HNyLP12llw6RM6slUgt6TGLelMvRsxQbUbb1Zqz0v29Aq4Xq+PvzCNY/HYWqllHeX1Nml6hd2A5ZYKa+lN7HoAuWNI3bUbrp+ZhUtrmXJcuUze3+LhaQI6eTSUZMMiV3Zu/ZxnNiDIVzXHaYQ6ctXQJvpZQ4EQLc0KOkggbaxJSWNbUJBh9hQ+g7+V7SQ3MhZojQdXH5ziOc0bMpbM4juNo44LPcZzL4YLPcZzL4YLPcZzL4YLPcZzL4YLPcZzL8f9D1Rcf94fb6AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def double_thresholding(img, high, low):\n",
    "    strong_edges = np.zeros(img.shape, dtype=np.bool)\n",
    "    weak_edges = np.zeros(img.shape, dtype=np.bool)\n",
    "    a,b = img.shape\n",
    "    for i in range(a):\n",
    "        for j in range(b):\n",
    "            if img[i,j]>high:\n",
    "                strong_edges[i,j] = 1\n",
    "            elif img[i,j]<=high and img[i,j]>low:\n",
    "                weak_edges[i,j] = 1\n",
    "\n",
    "    return strong_edges, weak_edges\n",
    "\n",
    "\n",
    "low_threshold = 3\n",
    "high_threshold = 6\n",
    "\n",
    "strong_edges, weak_edges = double_thresholding(nms, high_threshold, low_threshold)\n",
    "\n",
    "edges=strong_edges * 1.0 + weak_edges * 0.5\n",
    "\n",
    "plt.imshow(strong_edges, cmap='gray')\n",
    "plt.title('Strong Edges')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(edges, cmap='gray')\n",
    "plt.title('Strong+Weak Edges')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "强边缘可以立即包含在最终边缘图像中。当且仅当弱边连接到强边时，它们才包括在内。接下来，我们将强边和与其有关的弱边相联系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_neighbors(y, x, H, W):\n",
    "    neighbors = []\n",
    "    for i in (y-1, y, y+1):\n",
    "        for j in (x-1, x, x+1):\n",
    "            if i >= 0 and i < H and j >= 0 and j < W:\n",
    "                if (i == y and j == x):\n",
    "                    continue\n",
    "                neighbors.append((i, j))\n",
    "\n",
    "    return neighbors\n",
    "\n",
    "\n",
    "def link_edges(strong_edges, weak_edges):\n",
    "    H, W = strong_edges.shape\n",
    "    indices = np.stack(np.nonzero(strong_edges)).T\n",
    "    edges = np.zeros((H, W), dtype=np.bool)\n",
    "\n",
    "    weak_edges = np.copy(weak_edges)\n",
    "    edges = np.copy(strong_edges)\n",
    "    \n",
    "    q = [(i,j) for i in range(H) for j in range(W) if strong_edges[i,j]]\n",
    "    while q:\n",
    "        i,j=q.pop()\n",
    "        for a,b in get_neighbors(i,j,H,W):\n",
    "            if weak_edges[a][b]:\n",
    "                weak_edges[a][b] = 0\n",
    "                edges[a][b] = 1\n",
    "                q.append((a,b))\n",
    "                \n",
    "    return edges\n",
    "\n",
    "\n",
    "edges = link_edges(strong_edges, weak_edges)\n",
    "\n",
    "plt.imshow(edges, cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "综上，我们将Canny边缘检测器封装成如下函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def canny(img, kernel_size=5, sigma=1.4, high=6, low=3):\n",
    "    \n",
    "    kernel = gaussian_kernel(kernel_size, sigma)\n",
    "    smoothed = cv2.filter2D(img, -1, kernel)    \n",
    "    G, theta = gradient(smoothed)\n",
    "    nms = non_maximum_suppression(G, theta)\n",
    "    strong_edges, weak_edges = double_thresholding(nms, high, low)\n",
    "    edge = link_edges(strong_edges, weak_edges)\n",
    "\n",
    "    return edge\n",
    "\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "canny = canny(img)\n",
    "plt.imshow(canny, cmap='gray')\n",
    "plt.title('Edges of image')\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.4 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这一章中，我们学习了如何对图片进行边缘检测。Sobel算子使用方便灵活，但检测边缘受方向限制，相比较之下，Canny边缘检测器则显得效果更突出。Canny检测器的效果也受高斯核的大小与标准差、强弱边的阈值的影响，感兴趣的同学可以自行尝试。在接下来的章节中，我们会把目光聚焦到比“边缘”更细微的地方：角点检测。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
